{"id":"W2118998423","doi":"10.18438/b8zc88","title":"Identifying the Visible Minority Librarians in Canada: A National Survey","year":2015,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Science and Administration","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Demographics; Multiculturalism; Library science; Medical education; Psychology; Public relations; Political science; Sociology; Medicine; Computer science; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002790058,0.0000725551,0.00007071572,0.00009372437,0.0003610173,0.0009966721,0.0003146865,0.00004273248,0.000125272],"category_scores_gemma":[0.00512641,0.00005891263,0.00001250822,0.0009360443,0.00009974443,0.3279098,0.00005351126,0.0001652688,0.0000229213],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007303354,"about_ca_system_score_gemma":0.01356405,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3380103,"about_ca_topic_score_gemma":0.04875335,"domain_scores_codex":[0.9978375,0.0008050542,0.0003046621,0.00011122,0.0007568881,0.0001846312],"domain_scores_gemma":[0.9971169,0.002318738,0.0002072242,0.0001057752,0.00009029562,0.0001610932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000295187,0.00004405998,0.2185308,0.00003413273,0.000007795011,0.000008368776,0.006013964,0.0005266441,0.000002686737,0.7082387,0.06100155,0.005296062],"study_design_scores_gemma":[0.0002650639,0.00003943015,0.3438827,0.00006585325,0.000004882581,0.000003729489,0.01732525,0.003067721,0.0001035525,0.001466507,0.6336042,0.0001711981],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09916887,0.001070946,0.001360292,0.6732175,0.001376309,0.001120252,0.00008561232,0.0001670976,0.2224332],"genre_scores_gemma":[0.951531,0.0002930919,0.0007211555,0.04692705,0.0001075964,0.00001364242,0.00004886556,0.000002345592,0.0003552843],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8523621,"threshold_uncertainty_score":0.9920281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08877489732745908,"score_gpt":0.3243573727954651,"score_spread":0.235582475468006,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}